Descriptive fit indices that do not require a formal statistical basis and do not specifically depend on a given estimation criterion are useful as auxiliary devices for judging the appropriateness of unrestricted or exploratory factor analytical (UFA) solutions, when the problem is to decide the most appropriate number of common factors. While…

A recurring question regarding Likert items is whether the discrete steps that this response format allows represent constant increments along the underlying continuum. This question appears unsolvable because Likert responses carry no direct information to this effect. Yet, any item administered in Likert format can identically be administered…

This study conducted a comprehensive comparison of Item Response Theory (IRT) linking methods applied to a bifactor model, examining their performance on both multiple choice (MC) and mixed format tests within the common item nonequivalent group design framework. Four distinct multidimensional IRT linking approaches were explored, consisting of…

Previous research on grid questions has mostly focused on their comparability with the item-by-item method and the use of shading to help respondents navigate through a grid. This study extends prior work by examining whether lexical similarity among grid items affects how respondents answer the questions in an experiment where we manipulated…

This study aimed to develop a scale to assess counselors' ability to provide counseling to address the mental health impacts of climate change. Over three studies, we provide reliability and validity evidence for a Climate Change Counseling Scale (3CS) in a large representative sample of counselors across the US. In study one and two, an…

A slowdown or a speedup in response times across experimental conditions can be taken as evidence of online deployment of knowledge. However, response-time difference measures are rarely evaluated on their reliability, and there is no standard practice to estimate it. In this article, we used three open data sets to explore an approach to…

Effective teacher listening is critical in establishing a culturally responsive and equitable learning environment for all students. Teacher listening orientations are ways in which teachers are situated to listen to students. Measurements of their orientations during classroom discourse is an important yet under-researched tool for enhancing both…

Differential item functioning (DIF) often arises from multiple sources. Within the context of multidimensional item response theory, this study examined DIF items with varying secondary dimensions using the three DIF methods: SIBTEST, Mantel-Haenszel, and logistic regression. The effect of the number of secondary dimensions on DIF detection rates…

The purpose of this study was to (a) examine the underlying assessment structure of the Derivational Morphology Task (DMORPH) and (b) investigate the relation of the DMORPH to vocabulary and reading comprehension outcomes with a sample of struggling adult readers. Specifically, participants included 218 struggling adult readers enrolled in adult…

Conceptualizing two-variable disturbances preventing good model fit in confirmatory factor analysis as item-level method effects instead of correlated residuals avoids violating the principle that residual variation is unique for each item. The possibility of representing such a disturbance by a method factor of a bifactor measurement model was…

The importance of assessment has increased and is now integrated in institutional cultures for faculty, leaders, service units, accreditors, and learners. To address the call for validation of learning, institutions and organizations are building competency-based education (CBE) programs that are relevant, accessible, and ensure quality. In 2021,…

The forced-choice response format is often considered superior to the standard Likert-type format for controlling social desirability in personality inventories. We performed simulations and found that the trait information based on the two formats converges when the number of items is high and forced-choice items are mixed with regard to…

Particularly for adolescent students, tools for measuring their experience of negatively consequential aspects of student-teacher relationships are limited even though evidence shows that keeping this group motivated in the classroom is especially challenging. Therefore, using basic psychological needs theory, this paper proposes a…

Our study examines the differential item functioning of the Counselor Competencies Scale--Revised (CCS-R) scores due to respondents' gender, the type of evaluation, and a combination of these two variables using a large sample (N = 1614). Implications of the findings are offered to inform counselor educators and supervisors using the CCS-R and…

This study proposes a Bayesian method for diagnostic classification models (DCMs) for a partially known Q-matrix setting between exploratory and confirmatory DCMs. This Q-matrix setting is practical and useful because test experts have pre-knowledge of the Q-matrix but cannot readily specify it completely. The proposed method employs priors for…